Voice to face recognition using spectral ERB-DMLP algorithms
Yükleniyor...
Dosyalar
Tarih
2022
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
Tech Science Press
Erişim Hakkı
info:eu-repo/semantics/openAccess
Özet
Designing an authentication system for securing the power plants
are important to allow only specific staffs of the power plant to access the
certain blocks so that they can be restricted from using high risk-oriented
equipment. This authentication is also vital to prevent any security threats
or risks like compromises of business server, release of confidential data etc.
Though conventional works attempted to accomplish better authentication,
they lacked with respect to accuracy. Hence, the study aims to enhance the
recognition rate by introducing a voice recognition system as a personal
authentication based on Deep Learning (DL) due to its ability to perform
effective learning. The study proposes Equivalent Rectangular Bandwidth
and Deep Multi-Layer Perceptron (ERB-DMLP) as it has the ability to
perform efficient and relevant feature extraction and faster classification. This
algorithm also has the ability to establish effective correlation between voices
and images and achieve the semantic relationship between them. Voice preprocessing is initially performed to make it suitable for further processing by
removing the noise and enhancing the quality of signal. This process is also
vital to minimize the extra computations so that the overall efficacy of the
system can be made flexible by considering the audio files as features and
the images as labels to identify a person’s voice by classifying the extracted
features from the ERB Feature Extraction. This is then passed as the input
into DMLP model to classify the persons, and trained the model to make an
accurate classification of audio with corresponding image labels, and perform
the performance test based on the trained model. Flexibility, relevant feature
extraction and faster classification ability of the proposed work has made it
explore better outcomes that is confirmed through results.
Açıklama
Anahtar Kelimeler
Authentication System, Power Plant, Equivalent Rectangular Bandwidth, Deep Multi-Layer Perceptron, Convolution Neural Network
Kaynak
CMC-Computers Materials & Continua
WoS Q Değeri
Q3
Scopus Q Değeri
N/A
Cilt
73
Sayı
1
Künye
Bala, Fauzi A., Uçan, O. N., Bayat, O. (2022). Voice to face recognition using spectral ERB-DMLP algorithms. CMC-Computers Materials & Continua, 73(1), 2187-2204.
